{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import h5py\n",
    "import numpy as np\n",
    "import cartopy.crs as ccrs\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from utils import transform_coord\n",
    "from utils import make_grid\n",
    "from utils import mad_std\n",
    "from utils import spatial_filter\n",
    "from utils import interp2d\n",
    "from utils import tiffread\n",
    "from utils import binning\n",
    "from scipy.ndimage.filters import generic_filter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "parameters:\n",
      "('files', ['./Ascending.h5'])\n",
      "('dxy', [1.0, 1.0])\n",
      "('radius', [1.0])\n",
      "('nreloc', [3])\n",
      "('niter', [5])\n",
      "('minobs', [10])\n",
      "('mlim', [50])\n",
      "('order', [1])\n",
      "('tref', ['2020'])\n",
      "('proj', ['4326'])\n",
      "('vnames', ['lon', 'lat', 't_year', 'h_elv'])\n",
      "('expr', [None])\n",
      "('njobs', [1])\n",
      "('slplim', [10.0])\n",
      "('pshow', True)\n",
      "running sequential code ...\n",
      "Traceback (most recent call last):\n",
      "  File \"./fittopo.py\", line 679, in <module>\n",
      "    [main(f, n) for n,f in enumerate(files)]\n",
      "  File \"./fittopo.py\", line 679, in <listcomp>\n",
      "    [main(f, n) for n,f in enumerate(files)]\n",
      "  File \"./fittopo.py\", line 357, in main\n",
      "    if os.stat(ifile).st_size == 0:\n",
      "FileNotFoundError: [Errno 2] No such file or directory: './Ascending.h5'\n"
     ]
    }
   ],
   "source": [
    "#use fittopo to take away a static topography for both ascending and descending mode seperately before merging\n",
    "#code taken from Johan's tutorial\n",
    "!python ./fittopo.py ./Ascending.h5 -d 1 1 -r 1 -q 3 -i 5 -z 10 -m 50 \\\n",
    "-k 1 -t 2020 -j 4326 -v lon lat t_year h_elv -s 10 -p\n",
    "!python ./fittopo.py ./Descending.h5 -d 1 1 -r 1 -q 3 -i 5 -z 10 -m 50 \\\n",
    "-k 2 -t 2020 -j 32607 -v lon lat t_year h_elv -s 10 -p\n",
    "#!python ./fittopo.py ./Descending.h5 -d 1 1 -r 1 -q 3 -i 5 -z 10 -m 100 \\\n",
    "#-k 2 -t 2020 -j 32607 -v lon lat t_year h_elv -s 10 -p"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running sequential code ...\n",
      "Calculating lenght of output from all input files ...\n",
      "('reading', './Ascending_TOPO.h5')\n",
      "('reading', './Descending_TOPO.h5')\n",
      "Traceback (most recent call last):\n",
      "  File \"./merge.py\", line 173, in <module>\n",
      "    [merge(fi, fo, vnames, comp) for fi,fo in zip(ifile, ofile)]\n",
      "  File \"./merge.py\", line 173, in <listcomp>\n",
      "    [merge(fi, fo, vnames, comp) for fi,fo in zip(ifile, ofile)]\n",
      "  File \"./merge.py\", line 120, in merge\n",
      "    f[key][k1:k2] = f2[key][:]\n",
      "  File \"h5py/_objects.pyx\", line 54, in h5py._objects.with_phil.wrapper\n",
      "  File \"h5py/_objects.pyx\", line 55, in h5py._objects.with_phil.wrapper\n",
      "  File \"/srv/conda/envs/notebook/lib/python3.7/site-packages/h5py/_hl/group.py\", line 264, in __getitem__\n",
      "    oid = h5o.open(self.id, self._e(name), lapl=self._lapl)\n",
      "  File \"h5py/_objects.pyx\", line 54, in h5py._objects.with_phil.wrapper\n",
      "  File \"h5py/_objects.pyx\", line 55, in h5py._objects.with_phil.wrapper\n",
      "  File \"h5py/h5o.pyx\", line 190, in h5py.h5o.open\n",
      "KeyError: \"Unable to open object (object 's_elv' doesn't exist)\"\n"
     ]
    }
   ],
   "source": [
    "#merge 2 files\n",
    "!python ./merge.py ./*_TOPO.h5 -o ./Alaska_AD.h5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<cartopy.mpl.feature_artist.FeatureArtist at 0x7f7535882810>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "with h5py.File('./Alaska_AD.h5','r') as f_r:\n",
    "    lat   = f_r['lat'][:]\n",
    "    lon   = f_r['lon'][:]\n",
    "    t_yrs = f_r['t_year'][:]\n",
    "    h_res = f_r['h_res'][:]\n",
    "    h_mod = f_r['h_mod'][:]\n",
    "    h_org = f_r['h_elv'][:]\n",
    "\n",
    "    \n",
    "fig = plt.figure(figsize=(12,10))\n",
    "ax = plt.axes(projection=ccrs.Stereographic(central_longitude=-150,central_latitude=70))\n",
    "plt.scatter(lon[::100], lat[::100], s=3, c=h_res[::100], alpha=.7, transform=ccrs.PlateCarree(), cmap='coolwarm_r')\n",
    "#plt.clim([-5,5])\n",
    "plt.colorbar(fraction=0.0320, pad=0.02, label='Elevation residual (m)')\n",
    "ax.coastlines('50m')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/srv/conda/envs/notebook/lib/python3.7/site-packages/pyproj/crs/crs.py:280: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  projstring = _prepare_from_string(projparams)\n",
      "/srv/conda/envs/notebook/lib/python3.7/site-packages/pyproj/crs/crs.py:280: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  projstring = _prepare_from_string(projparams)\n",
      "/home/jovyan/ScienceDataGeneration/notebooks/utils.py:369: RuntimeWarning: invalid value encountered in greater\n",
      "  foo = np.abs(dh) > n_sigma * np.nanstd(dh)\n"
     ]
    }
   ],
   "source": [
    "#construct time series for this region \n",
    "\n",
    "with h5py.File('./Alaska_AD.h5','r') as f_r:\n",
    "    lat   = f_r['lat'][:]\n",
    "    lon   = f_r['lon'][:]\n",
    "    t_yrs = f_r['t_year'][:]\n",
    "    h_res = f_r['h_res'][:]\n",
    "    h_mod = f_r['h_mod'][:]\n",
    "    h_org = f_r['h_elv'][:]\n",
    "x_i, y_i = transform_coord('32607', '32607', lon, lat)\n",
    "z_i = spatial_filter(x_i, y_i, h_res.copy(), dx=100e3, dy=100e3, n_sigma=3)\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#binning and plot  \n",
    "plt.figure(figsize=(12,4))\n",
    "xb,yb = binning(t_yrs, z_i, xmin=2018.5,xmax=2020.26, dx=0.1, window=0.25,interp=True, median=True)[0:2]\n",
    "plt.plot(t_new,z_i_new,'.',markersize=0.1)\n",
    "plt.plot(xb, yb,'-r', linewidth=3)\n",
    "plt.ylim([-4,4])\n",
    "plt.ylabel('Elevation residual (m)')\n",
    "plt.xlabel('Time (yrs)')\n",
    "plt.savefig(\"topo_timeseries.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Time (yrs)')"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,4))\n",
    "#xb,yb = binning(t_yrs, z_i, xmin=2018.5,xmax=2020.26, dx=0.1, window=0.25,interp=True, median=True)[0:2]\n",
    "plt.plot(t_yrs,z_i)\n",
    "#plt.plot(xb, yb,'-r', linewidth=3)\n",
    "#plt.ylim([-4,4])\n",
    "plt.ylabel('Elevation residual (m)')\n",
    "plt.xlabel('Time (yrs)')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
